RoboSat: feature extraction from aerial and satellite imagery
1–10 of 16 posts
Re: RoboSat: feature extraction from aerial and satellite imagery
#2Very cool! Does anyone know any good global free satellite imagery datasets?
Re: RoboSat: feature extraction from aerial and satellite imagery
#3Very cool! Does anyone know any good global free satellite imagery datasets?
Sure, the NOAA has extensive and freely available satellite imagery data: https://www.ncdc.noaa.gov/data-access/satellite-data/satelli...
NASA also releases satellite imagery for the public.
Re: RoboSat: feature extraction from aerial and satellite imagery
#4Very cool! Does anyone know any good global free satellite imagery datasets?
Sentinel 2 data could be interesting for you. With its high refresh rate it can be used for change detection. The multi-band data is especially useful for adding more input channels to the model e.g. for water detection based on NDWI: https://apps.sentinel-hub.com/eo-browser/#lat=52.51747&lng=1...
I can also recommend http://openaerialmap.org for playing around with openly available drone imagery. I did this last week as a side-project on my evenings for drone imagery provided by http://www.zanzibarmapping.com. Here is a step-by-step guide for giving it a try on the Tanzania drone imagery: https://www.openstreetmap.org/user/daniel-j-h/diary/44321
Re: RoboSat: feature extraction from aerial and satellite imagery
#5Daniel from Mapbox here. Happy to answer questions or talk through design decisions. Interested to hear your feedback.
We are mostly focusing on making the process accessible to a broader audience in the geo space, building a solid production-ready end-to-end project.
There are more resources and a step-by-step guide for running on openly available drone imagery in Tanzania:
https://www.openstreetmap.org/user/daniel-j-h/diary/44145 https://www.openstreetmap.org/user/daniel-j-h/diary/44321
Re: RoboSat: feature extraction from aerial and satellite imagery
#6Daniel from Mapbox here. Happy to answer questions or talk through design decisions. Interested to hear your feedback. We are mostly focusing on making the process accessible to a broader audience in the geo space, building a solid production-ready end-to-end project. There are more resources and a step-by-step guide for running on openly available drone imagery in Tanzania: https://www.openstreetmap.org/user/daniel-…
Congratulation to you and the team. I have just one question in the world of tensorflowjs how do I run this project on a browser I was hoping to use this project to introduce high students to data science ?
Re: RoboSat: feature extraction from aerial and satellite imagery
#7Daniel from Mapbox here. Happy to answer questions or talk through design decisions. Interested to hear your feedback. We are mostly focusing on making the process accessible to a broader audience in the geo space, building a solid production-ready end-to-end project. There are more resources and a step-by-step guide for running on openly available drone imagery in Tanzania: https://www.openstreetmap.org/user/daniel-…
Congratulation to you and the team. I have just one question in the world of tensorflowjs how do I run this project on a browser I was hoping to use this project to introduce high students to data science ?
I haven no experience with TensorFlow.js. That said, using the RoboSat ONNX model exporter (rs export) you should be able to go from a trained PyTorch model to a portable ONNX protobuf, then from there to a TensorFlow model, and eventually to TensorFlow.js. At least that's how I would approach it. Keep me posted if you look into it and get it working, interesting use-case for sure.
Re: RoboSat: feature extraction from aerial and satellite imagery
#8Daniel from Mapbox here. Happy to answer questions or talk through design decisions. Interested to hear your feedback. We are mostly focusing on making the process accessible to a broader audience in the geo space, building a solid production-ready end-to-end project. There are more resources and a step-by-step guide for running on openly available drone imagery in Tanzania: https://www.openstreetmap.org/user/daniel-…
Would you be open to chatting over email? I'm working on a noncommercial software project with a lot of geospatial data and I think you (and more generally folks working at Mapbox) could provide useful technical insight. My email is in my profile if you're up for it :)
Re: RoboSat: feature extraction from aerial and satellite imagery
#9Very cool! Does anyone know any good global free satellite imagery datasets?
Planet.com
Re: RoboSat: feature extraction from aerial and satellite imagery
#10Have you released pre-trained models?
It would be pretty useful if you did, even as a just basis for transfer learning.
Also a description of the model that is used? I assume this is the code[1], which references https://arxiv.org/abs/1806.00844, but the code doesn't seem to use WideResnet (although I really know Keras much better than PyTorch so I'm probably missing something.
[1] https://github.com/mapbox/robosat/blob/master/robosat/unet.p...